GAP-Gen: Guided Automatic Python Code Generation. (arXiv:2201.08810v1 [cs.PL])

Automatic code generation from natural language descriptions can be highly
beneficial during the process of software development. In this work, we propose
GAP-Gen, an automatic code generation method guided by Python syntactic
constraints and semantic constraints. We first introduce Python syntactic
constraints in the form of Syntax-Flow, which is a simplified version of
Abstract Syntax Tree (AST) reducing the size and high complexity of Abstract
Syntax Tree but maintaining the crucial syn-tactic information of Python code.
In addition to Syntax-Flow, …

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